AI & Automation.
AI that earns its place in your product.
We build AI features that actually move metrics — copilots, recommendation systems, autonomous workflows — engineered with the same rigour as the rest of your product.
The Problem
Most AI in products is a demo, not a feature.
"Powered by AI" labels with no measurable impact
Hallucinations that erode user trust within weeks
No evals, no guardrails, no observability
Prompt spaghetti instead of real engineering
Our Approach
AI as engineered systems, not magic spells.
Every AI feature we ship has evals, guardrails, fallback paths, and clear KPIs. We treat models like any other dependency — version-controlled, observable, replaceable.
Evals first
No feature ships without a measurable quality bar.
Guardrails
Input validation, output filtering, safety classifiers built in.
Hybrid retrieval
RAG, structured tools, and fine-tuning combined where each wins.
Observability
Every prompt, response, and decision logged and queryable.
What You Get
Deliverables.
- AI feature integrated into your product
- Evaluation suite & quality dashboard
- Prompt + tool architecture
- Vector store + retrieval pipeline
- Safety guardrails
- Cost & latency monitoring
- Runbook for ongoing tuning
Built With
Tech stack.
Models
Orchestration
Retrieval
Ops
Timeline
From kickoff to live.
Use-case design
Week 1
Identify highest-leverage AI surfaces with clear KPIs.
Prototype
Week 2–3
Working spike against a real eval set.
Productionise
Week 3–6
Guardrails, observability, integration.
Tune
Week 6–8
A/B against baseline, iterate on prompts + retrieval.
Handover
Week 8+
Eval suite, runbook, knowledge transfer.
Selected client launches
Real businesses. Real work.
Questions
FAQs.
Which model do you use?
+
Whichever wins on your eval set. We benchmark across providers and pick per-feature.
How do you handle hallucinations?
+
Through grounded retrieval, structured outputs, validators, and human-in-the-loop where the cost of wrong is high.
Will costs blow up?
+
We design with cost budgets per request and monitor spend in real time. Caching + routing keep costs predictable.
Pairs Well With
Related capabilities.
Let's build